{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "#本章需导入的模块\n",
    "import numpy as np\n",
    "from numpy import random\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "from mpl_toolkits.mplot3d import Axes3D\n",
    "import warnings\n",
    "warnings.filterwarnings(action = 'ignore')\n",
    "%matplotlib inline\n",
    "plt.rcParams['font.sans-serif']=['SimHei']  #解决中文显示乱码问题\n",
    "plt.rcParams['axes.unicode_minus']=False\n",
    "from sklearn.datasets import make_classification,make_circles,make_regression\n",
    "from sklearn.model_selection import train_test_split,KFold\n",
    "import sklearn.neural_network as net\n",
    "import sklearn.linear_model as LM\n",
    "from scipy.stats import multivariate_normal\n",
    "from sklearn.metrics import r2_score,mean_squared_error,classification_report\n",
    "from sklearn import svm\n",
    "import os"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x864 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "N=100\n",
    "X,Y=make_circles(n_samples=N,noise=0.2,factor=0.5,random_state=123)\n",
    "X_train, X_test, Y_train, Y_test = train_test_split(X,Y,train_size=0.85, random_state=1)\n",
    "X1,X2= np.meshgrid(np.linspace(X_train[:,0].min(),X_train[:,0].max(),500),np.linspace(X_train[:,1].min(),X_train[:,1].max(),500))\n",
    "X0=np.hstack((X1.reshape(len(X1)*len(X2),1),X2.reshape(len(X1)*len(X2),1)))\n",
    "fig,axes=plt.subplots(nrows=2,ncols=2,figsize=(15,12))\n",
    "for C,ker,H,L in [(1,'poly',0,0),(1,'rbf',0,1),(1000,'poly',1,0),(1000,'rbf',1,1)]:\n",
    "    modelSVC=svm.SVC(kernel=ker,random_state=123,C=C) \n",
    "    modelSVC.fit(X_train,Y_train)\n",
    "    Y0=modelSVC.predict(X0)\n",
    "    axes[H,L].scatter(X0[np.where(Y0==1),0],X0[np.where(Y0==1),1],c='lightgray')\n",
    "    axes[H,L].scatter(X0[np.where(Y0==0),0],X0[np.where(Y0==0),1],c='mistyrose')\n",
    "    for k,m in [(1,'^'),(0,'o')]:\n",
    "        axes[H,L].scatter(X_train[Y_train==k,0],X_train[Y_train==k,1],marker=m,s=40)\n",
    "        axes[H,L].scatter(X_test[Y_test==k,0],X_test[Y_test==k,1],marker=m,s=40,c='',edgecolors='g')\n",
    "        \n",
    "    axes[H,L].scatter(modelSVC.support_vectors_[:,0],modelSVC.support_vectors_[:,1],marker='o',c='b',s=120,alpha=0.3)\n",
    "    axes[H,L].set_xlabel(\"X1\")\n",
    "    axes[H,L].set_ylabel(\"X2\")\n",
    "    axes[H,L].set_title(\"线性不可分下的支持向量机最大边界超平面(C=%.1f,Kernal=%s,测试误差=%.2f)\"%(C,ker,1-modelSVC.score(X_test,Y_test)))\n",
    "    axes[H,L].grid(True,linestyle='-.')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "代码说明：\n",
    "（1）第1至3行：生成与8.6.4节相同的模拟数据，包含两个输入变量，为非线性可分样本。利用旁置法将数据集划分为训练集和测试集。\n",
    "（2）第4，5行：为绘制分类边界准备数据：数据为在输入变量取值范围内的250000个样本观测点。\n",
    "（3）第7至21行：利用for循环建立多个支持向量分类机。"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
